Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 28831 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 7 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 21.2 MiB |
| Average record size in memory | 770.4 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 10 |
| Boolean | 1 |
| Dataset has 7 (< 0.1%) duplicate rows | Duplicates |
cons.conf.idx is highly overall correlated with month | High correlation |
cons.price.idx is highly overall correlated with contact and 2 other fields | High correlation |
contact is highly overall correlated with cons.price.idx and 2 other fields | High correlation |
emp.var.rate is highly overall correlated with cons.price.idx and 3 other fields | High correlation |
euribor3m is highly overall correlated with emp.var.rate and 2 other fields | High correlation |
housing is highly overall correlated with loan | High correlation |
loan is highly overall correlated with housing | High correlation |
month is highly overall correlated with cons.conf.idx and 5 other fields | High correlation |
nr.employed is highly overall correlated with contact and 3 other fields | High correlation |
pdays is highly overall correlated with poutcome and 1 other fields | High correlation |
poutcome is highly overall correlated with pdays and 1 other fields | High correlation |
previous is highly overall correlated with pdays and 1 other fields | High correlation |
default is highly imbalanced (53.0%) | Imbalance |
loan is highly imbalanced (51.2%) | Imbalance |
poutcome is highly imbalanced (56.5%) | Imbalance |
previous has 24840 (86.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-06 00:25:52.891696 |
|---|---|
| Analysis finished | 2024-11-06 00:26:05.702110 |
| Duration | 12.81 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
age
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.042177 |
| Minimum | 17 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 225.4 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 98 |
| Range | 81 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.450542 |
|---|---|
| Coefficient of variation (CV) | 0.26098836 |
| Kurtosis | 0.83026769 |
| Mean | 40.042177 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.79187196 |
| Sum | 1154456 |
| Variance | 109.21383 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31 | 1368 | 4.7% |
| 32 | 1312 | 4.6% |
| 35 | 1260 | 4.4% |
| 33 | 1259 | 4.4% |
| 36 | 1230 | 4.3% |
| 30 | 1196 | 4.1% |
| 34 | 1184 | 4.1% |
| 37 | 1051 | 3.6% |
| 39 | 1008 | 3.5% |
| 29 | 999 | 3.5% |
| Other values (68) | 16964 |
| Value | Count | Frequency (%) |
| 17 | 5 | < 0.1% |
| 18 | 17 | 0.1% |
| 19 | 31 | 0.1% |
| 20 | 41 | 0.1% |
| 21 | 72 | 0.2% |
| 22 | 98 | 0.3% |
| 23 | 159 | 0.6% |
| 24 | 321 | |
| 25 | 436 | |
| 26 | 498 |
| Value | Count | Frequency (%) |
| 98 | 2 | < 0.1% |
| 95 | 1 | < 0.1% |
| 94 | 1 | < 0.1% |
| 92 | 4 | < 0.1% |
| 91 | 2 | < 0.1% |
| 89 | 2 | < 0.1% |
| 88 | 17 | |
| 87 | 1 | < 0.1% |
| 86 | 5 | < 0.1% |
| 85 | 8 |
job
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| admin. | |
|---|---|
| blue-collar | |
| technician | |
| services | |
| management | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 8.9667719 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | admin. |
|---|---|
| 2nd row | retired |
| 3rd row | services |
| 4th row | services |
| 5th row | blue-collar |
Common Values
| Value | Count | Frequency (%) |
| admin. | 7238 | |
| blue-collar | 6538 | |
| technician | 4714 | |
| services | 2764 | 9.6% |
| management | 2047 | 7.1% |
| retired | 1219 | 4.2% |
| entrepreneur | 1019 | 3.5% |
| self-employed | 1015 | 3.5% |
| housemaid | 726 | 2.5% |
| unemployed | 702 | 2.4% |
| Other values (2) | 849 | 2.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| admin | 7238 | |
| blue-collar | 6538 | |
| technician | 4714 | |
| services | 2764 | 9.6% |
| management | 2047 | 7.1% |
| retired | 1219 | 4.2% |
| entrepreneur | 1019 | 3.5% |
| self-employed | 1015 | 3.5% |
| housemaid | 726 | 2.5% |
| unemployed | 702 | 2.4% |
| Other values (2) | 849 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 33168 | |
| n | 24837 | 9.6% |
| a | 23310 | 9.0% |
| l | 22346 | 8.6% |
| i | 21375 | 8.3% |
| c | 18730 | 7.2% |
| r | 14797 | 5.7% |
| m | 13775 | 5.3% |
| d | 11505 | 4.5% |
| t | 10209 | 3.9% |
| Other values (14) | 64469 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 258521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 33168 | |
| n | 24837 | 9.6% |
| a | 23310 | 9.0% |
| l | 22346 | 8.6% |
| i | 21375 | 8.3% |
| c | 18730 | 7.2% |
| r | 14797 | 5.7% |
| m | 13775 | 5.3% |
| d | 11505 | 4.5% |
| t | 10209 | 3.9% |
| Other values (14) | 64469 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 258521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 33168 | |
| n | 24837 | 9.6% |
| a | 23310 | 9.0% |
| l | 22346 | 8.6% |
| i | 21375 | 8.3% |
| c | 18730 | 7.2% |
| r | 14797 | 5.7% |
| m | 13775 | 5.3% |
| d | 11505 | 4.5% |
| t | 10209 | 3.9% |
| Other values (14) | 64469 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 258521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 33168 | |
| n | 24837 | 9.6% |
| a | 23310 | 9.0% |
| l | 22346 | 8.6% |
| i | 21375 | 8.3% |
| c | 18730 | 7.2% |
| r | 14797 | 5.7% |
| m | 13775 | 5.3% |
| d | 11505 | 4.5% |
| t | 10209 | 3.9% |
| Other values (14) | 64469 |
marital
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| married | |
|---|---|
| single | |
| divorced | |
| unknown | 47 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8294544 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | married |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | single |
| 5th row | married |
Common Values
| Value | Count | Frequency (%) |
| married | 17453 | |
| single | 8124 | |
| divorced | 3207 | 11.1% |
| unknown | 47 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 17453 | |
| single | 8124 | |
| divorced | 3207 | 11.1% |
| unknown | 47 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 38113 | |
| i | 28784 | |
| e | 28784 | |
| d | 23867 | |
| m | 17453 | |
| a | 17453 | |
| n | 8265 | 4.2% |
| s | 8124 | 4.1% |
| g | 8124 | 4.1% |
| l | 8124 | 4.1% |
| Other values (6) | 9809 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 196900 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 38113 | |
| i | 28784 | |
| e | 28784 | |
| d | 23867 | |
| m | 17453 | |
| a | 17453 | |
| n | 8265 | 4.2% |
| s | 8124 | 4.1% |
| g | 8124 | 4.1% |
| l | 8124 | 4.1% |
| Other values (6) | 9809 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 196900 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 38113 | |
| i | 28784 | |
| e | 28784 | |
| d | 23867 | |
| m | 17453 | |
| a | 17453 | |
| n | 8265 | 4.2% |
| s | 8124 | 4.1% |
| g | 8124 | 4.1% |
| l | 8124 | 4.1% |
| Other values (6) | 9809 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 196900 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 38113 | |
| i | 28784 | |
| e | 28784 | |
| d | 23867 | |
| m | 17453 | |
| a | 17453 | |
| n | 8265 | 4.2% |
| s | 8124 | 4.1% |
| g | 8124 | 4.1% |
| l | 8124 | 4.1% |
| Other values (6) | 9809 | 5.0% |
education
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| university.degree | |
|---|---|
| high.school | |
| basic.9y | |
| professional.course | |
| basic.4y | |
| Other values (3) |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 12.718359 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | high.school |
|---|---|
| 2nd row | basic.4y |
| 3rd row | high.school |
| 4th row | professional.course |
| 5th row | basic.4y |
Common Values
| Value | Count | Frequency (%) |
| university.degree | 8579 | |
| high.school | 6615 | |
| basic.9y | 4195 | |
| professional.course | 3651 | |
| basic.4y | 2950 | 10.2% |
| basic.6y | 1620 | 5.6% |
| unknown | 1208 | 4.2% |
| illiterate | 13 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| university.degree | 8579 | |
| high.school | 6615 | |
| basic.9y | 4195 | |
| professional.course | 3651 | |
| basic.4y | 2950 | 10.2% |
| basic.6y | 1620 | 5.6% |
| unknown | 1208 | 4.2% |
| illiterate | 13 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 41644 | 11.4% |
| i | 36215 | 9.9% |
| s | 34912 | 9.5% |
| . | 27610 | 7.5% |
| o | 25391 | 6.9% |
| r | 24473 | 6.7% |
| h | 19845 | 5.4% |
| c | 19031 | 5.2% |
| y | 17344 | 4.7% |
| n | 15854 | 4.3% |
| Other values (15) | 104364 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 366683 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 41644 | 11.4% |
| i | 36215 | 9.9% |
| s | 34912 | 9.5% |
| . | 27610 | 7.5% |
| o | 25391 | 6.9% |
| r | 24473 | 6.7% |
| h | 19845 | 5.4% |
| c | 19031 | 5.2% |
| y | 17344 | 4.7% |
| n | 15854 | 4.3% |
| Other values (15) | 104364 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 366683 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 41644 | 11.4% |
| i | 36215 | 9.9% |
| s | 34912 | 9.5% |
| . | 27610 | 7.5% |
| o | 25391 | 6.9% |
| r | 24473 | 6.7% |
| h | 19845 | 5.4% |
| c | 19031 | 5.2% |
| y | 17344 | 4.7% |
| n | 15854 | 4.3% |
| Other values (15) | 104364 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 366683 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 41644 | 11.4% |
| i | 36215 | 9.9% |
| s | 34912 | 9.5% |
| . | 27610 | 7.5% |
| o | 25391 | 6.9% |
| r | 24473 | 6.7% |
| h | 19845 | 5.4% |
| c | 19031 | 5.2% |
| y | 17344 | 4.7% |
| n | 15854 | 4.3% |
| Other values (15) | 104364 |
default
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 MiB |
| no | |
|---|---|
| unknown | |
| yes | 3 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 3.0546981 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | unknown |
Common Values
| Value | Count | Frequency (%) |
| no | 22747 | |
| unknown | 6081 | 21.1% |
| yes | 3 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 22747 | |
| unknown | 6081 | 21.1% |
| yes | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 40990 | |
| o | 28828 | |
| u | 6081 | 6.9% |
| k | 6081 | 6.9% |
| w | 6081 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 88070 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 40990 | |
| o | 28828 | |
| u | 6081 | 6.9% |
| k | 6081 | 6.9% |
| w | 6081 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 88070 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 40990 | |
| o | 28828 | |
| u | 6081 | 6.9% |
| k | 6081 | 6.9% |
| w | 6081 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 88070 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 40990 | |
| o | 28828 | |
| u | 6081 | 6.9% |
| k | 6081 | 6.9% |
| w | 6081 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
housing
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| yes | |
|---|---|
| no | |
| unknown | 689 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.6442718 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | yes |
| 3rd row | yes |
| 4th row | yes |
| 5th row | yes |
Common Values
| Value | Count | Frequency (%) |
| yes | 15130 | |
| no | 13012 | |
| unknown | 689 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 15130 | |
| no | 13012 | |
| unknown | 689 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| y | 15130 | |
| e | 15130 | |
| s | 15130 | |
| n | 15079 | |
| o | 13701 | |
| u | 689 | 0.9% |
| k | 689 | 0.9% |
| w | 689 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 76237 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| y | 15130 | |
| e | 15130 | |
| s | 15130 | |
| n | 15079 | |
| o | 13701 | |
| u | 689 | 0.9% |
| k | 689 | 0.9% |
| w | 689 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 76237 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| y | 15130 | |
| e | 15130 | |
| s | 15130 | |
| n | 15079 | |
| o | 13701 | |
| u | 689 | 0.9% |
| k | 689 | 0.9% |
| w | 689 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 76237 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| y | 15130 | |
| e | 15130 | |
| s | 15130 | |
| n | 15079 | |
| o | 13701 | |
| u | 689 | 0.9% |
| k | 689 | 0.9% |
| w | 689 | 0.9% |
loan
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| no | |
|---|---|
| yes | |
| unknown | 689 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.2723804 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | yes |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 23734 | |
| yes | 4408 | 15.3% |
| unknown | 689 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 23734 | |
| yes | 4408 | 15.3% |
| unknown | 689 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 25801 | |
| o | 24423 | |
| y | 4408 | 6.7% |
| e | 4408 | 6.7% |
| s | 4408 | 6.7% |
| u | 689 | 1.1% |
| k | 689 | 1.1% |
| w | 689 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 65515 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 25801 | |
| o | 24423 | |
| y | 4408 | 6.7% |
| e | 4408 | 6.7% |
| s | 4408 | 6.7% |
| u | 689 | 1.1% |
| k | 689 | 1.1% |
| w | 689 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 65515 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 25801 | |
| o | 24423 | |
| y | 4408 | 6.7% |
| e | 4408 | 6.7% |
| s | 4408 | 6.7% |
| u | 689 | 1.1% |
| k | 689 | 1.1% |
| w | 689 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 65515 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 25801 | |
| o | 24423 | |
| y | 4408 | 6.7% |
| e | 4408 | 6.7% |
| s | 4408 | 6.7% |
| u | 689 | 1.1% |
| k | 689 | 1.1% |
| w | 689 | 1.1% |
contact
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.3648503 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | cellular |
|---|---|
| 2nd row | cellular |
| 3rd row | cellular |
| 4th row | cellular |
| 5th row | cellular |
Common Values
| Value | Count | Frequency (%) |
| cellular | 18312 | |
| telephone | 10519 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cellular | 18312 | |
| telephone | 10519 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 65455 | |
| e | 49869 | |
| c | 18312 | 7.6% |
| u | 18312 | 7.6% |
| a | 18312 | 7.6% |
| r | 18312 | 7.6% |
| t | 10519 | 4.4% |
| p | 10519 | 4.4% |
| h | 10519 | 4.4% |
| o | 10519 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 241167 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 65455 | |
| e | 49869 | |
| c | 18312 | 7.6% |
| u | 18312 | 7.6% |
| a | 18312 | 7.6% |
| r | 18312 | 7.6% |
| t | 10519 | 4.4% |
| p | 10519 | 4.4% |
| h | 10519 | 4.4% |
| o | 10519 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 241167 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 65455 | |
| e | 49869 | |
| c | 18312 | 7.6% |
| u | 18312 | 7.6% |
| a | 18312 | 7.6% |
| r | 18312 | 7.6% |
| t | 10519 | 4.4% |
| p | 10519 | 4.4% |
| h | 10519 | 4.4% |
| o | 10519 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 241167 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 65455 | |
| e | 49869 | |
| c | 18312 | 7.6% |
| u | 18312 | 7.6% |
| a | 18312 | 7.6% |
| r | 18312 | 7.6% |
| t | 10519 | 4.4% |
| p | 10519 | 4.4% |
| h | 10519 | 4.4% |
| o | 10519 | 4.4% |
month
Categorical
High correlation
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| may | |
|---|---|
| jul | |
| aug | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | may |
|---|---|
| 2nd row | nov |
| 3rd row | may |
| 4th row | jul |
| 5th row | aug |
Common Values
| Value | Count | Frequency (%) |
| may | 9595 | |
| jul | 5096 | |
| aug | 4319 | |
| jun | 3720 | 12.9% |
| nov | 2853 | 9.9% |
| apr | 1828 | 6.3% |
| oct | 515 | 1.8% |
| sep | 396 | 1.4% |
| mar | 381 | 1.3% |
| dec | 128 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| may | 9595 | |
| jul | 5096 | |
| aug | 4319 | |
| jun | 3720 | 12.9% |
| nov | 2853 | 9.9% |
| apr | 1828 | 6.3% |
| oct | 515 | 1.8% |
| sep | 396 | 1.4% |
| mar | 381 | 1.3% |
| dec | 128 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 16123 | |
| u | 13135 | |
| m | 9976 | |
| y | 9595 | |
| j | 8816 | |
| n | 6573 | |
| l | 5096 | 5.9% |
| g | 4319 | 5.0% |
| o | 3368 | 3.9% |
| v | 2853 | 3.3% |
| Other values (7) | 6639 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 86493 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 16123 | |
| u | 13135 | |
| m | 9976 | |
| y | 9595 | |
| j | 8816 | |
| n | 6573 | |
| l | 5096 | 5.9% |
| g | 4319 | 5.0% |
| o | 3368 | 3.9% |
| v | 2853 | 3.3% |
| Other values (7) | 6639 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 86493 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 16123 | |
| u | 13135 | |
| m | 9976 | |
| y | 9595 | |
| j | 8816 | |
| n | 6573 | |
| l | 5096 | 5.9% |
| g | 4319 | 5.0% |
| o | 3368 | 3.9% |
| v | 2853 | 3.3% |
| Other values (7) | 6639 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 86493 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 16123 | |
| u | 13135 | |
| m | 9976 | |
| y | 9595 | |
| j | 8816 | |
| n | 6573 | |
| l | 5096 | 5.9% |
| g | 4319 | 5.0% |
| o | 3368 | 3.9% |
| v | 2853 | 3.3% |
| Other values (7) | 6639 |
day_of_week
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| thu | |
|---|---|
| mon | |
| tue | |
| wed | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | tue |
|---|---|
| 2nd row | wed |
| 3rd row | fri |
| 4th row | wed |
| 5th row | thu |
Common Values
| Value | Count | Frequency (%) |
| thu | 6052 | |
| mon | 5970 | |
| tue | 5719 | |
| wed | 5660 | |
| fri | 5430 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| thu | 6052 | |
| mon | 5970 | |
| tue | 5719 | |
| wed | 5660 | |
| fri | 5430 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 11771 | |
| u | 11771 | |
| e | 11379 | |
| h | 6052 | |
| m | 5970 | |
| o | 5970 | |
| n | 5970 | |
| w | 5660 | |
| d | 5660 | |
| f | 5430 | |
| Other values (2) | 10860 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 86493 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 11771 | |
| u | 11771 | |
| e | 11379 | |
| h | 6052 | |
| m | 5970 | |
| o | 5970 | |
| n | 5970 | |
| w | 5660 | |
| d | 5660 | |
| f | 5430 | |
| Other values (2) | 10860 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 86493 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 11771 | |
| u | 11771 | |
| e | 11379 | |
| h | 6052 | |
| m | 5970 | |
| o | 5970 | |
| n | 5970 | |
| w | 5660 | |
| d | 5660 | |
| f | 5430 | |
| Other values (2) | 10860 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 86493 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 11771 | |
| u | 11771 | |
| e | 11379 | |
| h | 6052 | |
| m | 5970 | |
| o | 5970 | |
| n | 5970 | |
| w | 5660 | |
| d | 5660 | |
| f | 5430 | |
| Other values (2) | 10860 |
duration
Real number (ℝ)
| Distinct | 1444 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 258.81305 |
| Minimum | 0 |
|---|---|
| Maximum | 4918 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 225.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 102 |
| median | 179 |
| Q3 | 318 |
| 95-th percentile | 756 |
| Maximum | 4918 |
| Range | 4918 |
| Interquartile range (IQR) | 216 |
Descriptive statistics
| Standard deviation | 263.01787 |
|---|---|
| Coefficient of variation (CV) | 1.0162466 |
| Kurtosis | 21.358263 |
| Mean | 258.81305 |
| Median Absolute Deviation (MAD) | 93 |
| Skewness | 3.3565869 |
| Sum | 7461839 |
| Variance | 69178.401 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 73 | 125 | 0.4% |
| 136 | 122 | 0.4% |
| 104 | 121 | 0.4% |
| 89 | 119 | 0.4% |
| 87 | 119 | 0.4% |
| 128 | 116 | 0.4% |
| 114 | 116 | 0.4% |
| 72 | 114 | 0.4% |
| 90 | 113 | 0.4% |
| 97 | 113 | 0.4% |
| Other values (1434) | 27653 |
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| 1 | 2 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 9 | < 0.1% |
| 5 | 22 | |
| 6 | 25 | |
| 7 | 33 | |
| 8 | 51 | |
| 9 | 52 |
| Value | Count | Frequency (%) |
| 4918 | 1 | |
| 4199 | 1 | |
| 3643 | 1 | |
| 3631 | 1 | |
| 3509 | 1 | |
| 3366 | 1 | |
| 3322 | 1 | |
| 3284 | 1 | |
| 3183 | 1 | |
| 3094 | 1 |
campaign
Real number (ℝ)
| Distinct | 41 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5760813 |
| Minimum | 1 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 225.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.8182355 |
|---|---|
| Coefficient of variation (CV) | 1.094001 |
| Kurtosis | 38.4558 |
| Mean | 2.5760813 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.8537343 |
| Sum | 74271 |
| Variance | 7.9424511 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) |
| 1 | 12445 | |
| 2 | 7314 | |
| 3 | 3702 | 12.8% |
| 4 | 1869 | 6.5% |
| 5 | 1096 | 3.8% |
| 6 | 689 | 2.4% |
| 7 | 442 | 1.5% |
| 8 | 281 | 1.0% |
| 9 | 200 | 0.7% |
| 10 | 160 | 0.6% |
| Other values (31) | 633 | 2.2% |
| Value | Count | Frequency (%) |
| 1 | 12445 | |
| 2 | 7314 | |
| 3 | 3702 | 12.8% |
| 4 | 1869 | 6.5% |
| 5 | 1096 | 3.8% |
| 6 | 689 | 2.4% |
| 7 | 442 | 1.5% |
| 8 | 281 | 1.0% |
| 9 | 200 | 0.7% |
| 10 | 160 | 0.6% |
| Value | Count | Frequency (%) |
| 56 | 1 | < 0.1% |
| 43 | 2 | |
| 42 | 1 | < 0.1% |
| 40 | 2 | |
| 39 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 35 | 4 | |
| 34 | 3 | |
| 33 | 3 | |
| 32 | 4 |
pdays
Real number (ℝ)
High correlation
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.73376 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 225.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 186.273 |
|---|---|
| Coefficient of variation (CV) | 0.1934834 |
| Kurtosis | 22.423605 |
| Mean | 962.73376 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.9418209 |
| Sum | 27756577 |
| Variance | 34697.63 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 999 | 27778 | |
| 3 | 309 | 1.1% |
| 6 | 279 | 1.0% |
| 4 | 82 | 0.3% |
| 7 | 48 | 0.2% |
| 12 | 43 | 0.1% |
| 2 | 43 | 0.1% |
| 10 | 38 | 0.1% |
| 9 | 34 | 0.1% |
| 5 | 28 | 0.1% |
| Other values (16) | 149 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 12 | < 0.1% |
| 1 | 20 | 0.1% |
| 2 | 43 | 0.1% |
| 3 | 309 | |
| 4 | 82 | 0.3% |
| 5 | 28 | 0.1% |
| 6 | 279 | |
| 7 | 48 | 0.2% |
| 8 | 11 | < 0.1% |
| 9 | 34 | 0.1% |
| Value | Count | Frequency (%) |
| 999 | 27778 | |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 22 | 3 | < 0.1% |
| 21 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 5 | < 0.1% |
| 17 | 7 | < 0.1% |
| 16 | 10 | < 0.1% |
previous
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17453436 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 24840 |
| Zeros (%) | 86.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 225.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4955488 |
|---|---|
| Coefficient of variation (CV) | 2.8392622 |
| Kurtosis | 19.784113 |
| Mean | 0.17453436 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.8059583 |
| Sum | 5032 |
| Variance | 0.24556861 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 24840 | |
| 1 | 3258 | 11.3% |
| 2 | 512 | 1.8% |
| 3 | 157 | 0.5% |
| 4 | 45 | 0.2% |
| 5 | 15 | 0.1% |
| 6 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 24840 | |
| 1 | 3258 | 11.3% |
| 2 | 512 | 1.8% |
| 3 | 157 | 0.5% |
| 4 | 45 | 0.2% |
| 5 | 15 | 0.1% |
| 6 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 4 | < 0.1% |
| 5 | 15 | 0.1% |
| 4 | 45 | 0.2% |
| 3 | 157 | 0.5% |
| 2 | 512 | 1.8% |
| 1 | 3258 | 11.3% |
| 0 | 24840 |
poutcome
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| nonexistent | |
|---|---|
| failure | |
| success | 959 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.44629 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nonexistent |
|---|---|
| 2nd row | success |
| 3rd row | nonexistent |
| 4th row | nonexistent |
| 5th row | nonexistent |
Common Values
| Value | Count | Frequency (%) |
| nonexistent | 24840 | |
| failure | 3032 | 10.5% |
| success | 959 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nonexistent | 24840 | |
| failure | 3032 | 10.5% |
| success | 959 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 74520 | |
| e | 53671 | |
| t | 49680 | |
| i | 27872 | 9.3% |
| s | 27717 | 9.2% |
| x | 24840 | 8.2% |
| o | 24840 | 8.2% |
| u | 3991 | 1.3% |
| f | 3032 | 1.0% |
| a | 3032 | 1.0% |
| Other values (3) | 7982 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 301177 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 74520 | |
| e | 53671 | |
| t | 49680 | |
| i | 27872 | 9.3% |
| s | 27717 | 9.2% |
| x | 24840 | 8.2% |
| o | 24840 | 8.2% |
| u | 3991 | 1.3% |
| f | 3032 | 1.0% |
| a | 3032 | 1.0% |
| Other values (3) | 7982 | 2.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 301177 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 74520 | |
| e | 53671 | |
| t | 49680 | |
| i | 27872 | 9.3% |
| s | 27717 | 9.2% |
| x | 24840 | 8.2% |
| o | 24840 | 8.2% |
| u | 3991 | 1.3% |
| f | 3032 | 1.0% |
| a | 3032 | 1.0% |
| Other values (3) | 7982 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 301177 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 74520 | |
| e | 53671 | |
| t | 49680 | |
| i | 27872 | 9.3% |
| s | 27717 | 9.2% |
| x | 24840 | 8.2% |
| o | 24840 | 8.2% |
| u | 3991 | 1.3% |
| f | 3032 | 1.0% |
| a | 3032 | 1.0% |
| Other values (3) | 7982 | 2.7% |
emp.var.rate
Real number (ℝ)
High correlation
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.084981444 |
| Minimum | -3.4 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 11999 |
| Negative (%) | 41.6% |
| Memory size | 225.4 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.5717849 |
|---|---|
| Coefficient of variation (CV) | 18.495625 |
| Kurtosis | -1.0549905 |
| Mean | 0.084981444 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.72942595 |
| Sum | 2450.1 |
| Variance | 2.4705077 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1.4 | 11425 | |
| -1.8 | 6397 | |
| 1.1 | 5407 | |
| -0.1 | 2576 | 8.9% |
| -2.9 | 1171 | 4.1% |
| -3.4 | 754 | 2.6% |
| -1.7 | 539 | 1.9% |
| -1.1 | 434 | 1.5% |
| -3 | 122 | 0.4% |
| -0.2 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| -3.4 | 754 | 2.6% |
| -3 | 122 | 0.4% |
| -2.9 | 1171 | 4.1% |
| -1.8 | 6397 | |
| -1.7 | 539 | 1.9% |
| -1.1 | 434 | 1.5% |
| -0.2 | 6 | < 0.1% |
| -0.1 | 2576 | 8.9% |
| 1.1 | 5407 | |
| 1.4 | 11425 |
| Value | Count | Frequency (%) |
| 1.4 | 11425 | |
| 1.1 | 5407 | |
| -0.1 | 2576 | 8.9% |
| -0.2 | 6 | < 0.1% |
| -1.1 | 434 | 1.5% |
| -1.7 | 539 | 1.9% |
| -1.8 | 6397 | |
| -2.9 | 1171 | 4.1% |
| -3 | 122 | 0.4% |
| -3.4 | 754 | 2.6% |
cons.price.idx
Real number (ℝ)
High correlation
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.575503 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 225.4 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.713 |
| Q1 | 93.075 |
| median | 93.749 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.57848007 |
|---|---|
| Coefficient of variation (CV) | 0.0061819606 |
| Kurtosis | -0.82469536 |
| Mean | 93.575503 |
| Median Absolute Deviation (MAD) | 0.306 |
| Skewness | -0.23805539 |
| Sum | 2697875.3 |
| Variance | 0.3346392 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 93.994 | 5407 | |
| 93.918 | 4762 | |
| 92.893 | 4039 | |
| 93.444 | 3614 | |
| 94.465 | 3049 | |
| 93.2 | 2527 | |
| 93.075 | 1711 | 5.9% |
| 92.201 | 546 | 1.9% |
| 92.963 | 505 | 1.8% |
| 92.431 | 325 | 1.1% |
| Other values (16) | 2346 |
| Value | Count | Frequency (%) |
| 92.201 | 546 | 1.9% |
| 92.379 | 184 | 0.6% |
| 92.431 | 325 | 1.1% |
| 92.469 | 120 | 0.4% |
| 92.649 | 245 | 0.8% |
| 92.713 | 122 | 0.4% |
| 92.756 | 6 | < 0.1% |
| 92.843 | 201 | 0.7% |
| 92.893 | 4039 | |
| 92.963 | 505 | 1.8% |
| Value | Count | Frequency (%) |
| 94.767 | 81 | 0.3% |
| 94.601 | 141 | 0.5% |
| 94.465 | 3049 | |
| 94.215 | 214 | 0.7% |
| 94.199 | 212 | 0.7% |
| 94.055 | 166 | 0.6% |
| 94.027 | 159 | 0.6% |
| 93.994 | 5407 | |
| 93.918 | 4762 | |
| 93.876 | 149 | 0.5% |
cons.conf.idx
Real number (ℝ)
High correlation
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.502879 |
| Minimum | -50.8 |
|---|---|
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 28831 |
| Negative (%) | 100.0% |
| Memory size | 225.4 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.6264251 |
|---|---|
| Coefficient of variation (CV) | -0.1142246 |
| Kurtosis | -0.33719513 |
| Mean | -40.502879 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.31567468 |
| Sum | -1167738.5 |
| Variance | 21.403809 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| -36.4 | 5407 | |
| -42.7 | 4762 | |
| -46.2 | 4039 | |
| -36.1 | 3614 | |
| -41.8 | 3049 | |
| -42 | 2527 | |
| -47.1 | 1711 | 5.9% |
| -31.4 | 546 | 1.9% |
| -40.8 | 505 | 1.8% |
| -26.9 | 325 | 1.1% |
| Other values (16) | 2346 |
| Value | Count | Frequency (%) |
| -50.8 | 81 | 0.3% |
| -50 | 201 | 0.7% |
| -49.5 | 141 | 0.5% |
| -47.1 | 1711 | 5.9% |
| -46.2 | 4039 | |
| -45.9 | 6 | < 0.1% |
| -42.7 | 4762 | |
| -42 | 2527 | |
| -41.8 | 3049 | |
| -40.8 | 505 | 1.8% |
| Value | Count | Frequency (%) |
| -26.9 | 325 | 1.1% |
| -29.8 | 184 | 0.6% |
| -30.1 | 245 | 0.8% |
| -31.4 | 546 | 1.9% |
| -33 | 122 | 0.4% |
| -33.6 | 120 | 0.4% |
| -34.6 | 117 | 0.4% |
| -34.8 | 180 | 0.6% |
| -36.1 | 3614 | |
| -36.4 | 5407 |
euribor3m
Real number (ℝ)
High correlation
| Distinct | 308 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6257957 |
| Minimum | 0.634 |
|---|---|
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 225.4 KiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.797 |
| Q1 | 1.344 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.617 |
Descriptive statistics
| Standard deviation | 1.73324 |
|---|---|
| Coefficient of variation (CV) | 0.47803025 |
| Kurtosis | -1.3989547 |
| Mean | 3.6257957 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.71458356 |
| Sum | 104535.32 |
| Variance | 3.004121 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.857 | 1972 | 6.8% |
| 4.962 | 1813 | 6.3% |
| 4.963 | 1758 | 6.1% |
| 4.961 | 1368 | 4.7% |
| 4.856 | 855 | 3.0% |
| 4.964 | 805 | 2.8% |
| 1.405 | 805 | 2.8% |
| 4.965 | 749 | 2.6% |
| 4.864 | 730 | 2.5% |
| 4.96 | 728 | 2.5% |
| Other values (298) | 17248 |
| Value | Count | Frequency (%) |
| 0.634 | 5 | < 0.1% |
| 0.635 | 30 | |
| 0.636 | 8 | < 0.1% |
| 0.637 | 4 | < 0.1% |
| 0.638 | 7 | < 0.1% |
| 0.639 | 11 | < 0.1% |
| 0.64 | 6 | < 0.1% |
| 0.642 | 25 | |
| 0.643 | 14 | |
| 0.644 | 26 |
| Value | Count | Frequency (%) |
| 5.045 | 4 | < 0.1% |
| 5 | 6 | < 0.1% |
| 4.97 | 124 | 0.4% |
| 4.968 | 718 | 2.5% |
| 4.967 | 453 | 1.6% |
| 4.966 | 450 | 1.6% |
| 4.965 | 749 | |
| 4.964 | 805 | |
| 4.963 | 1758 | |
| 4.962 | 1813 |
nr.employed
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5167.2786 |
| Minimum | 4963.6 |
|---|---|
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 225.4 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5017.5 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 72.148194 |
|---|---|
| Coefficient of variation (CV) | 0.013962513 |
| Kurtosis | -0.00048912893 |
| Mean | 5167.2786 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.0467243 |
| Sum | 1.4897781 × 108 |
| Variance | 5205.3619 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 5228.1 | 11425 | |
| 5099.1 | 5951 | |
| 5191 | 5407 | |
| 5195.8 | 2576 | 8.9% |
| 5076.2 | 1171 | 4.1% |
| 5017.5 | 754 | 2.6% |
| 4991.6 | 539 | 1.9% |
| 5008.7 | 446 | 1.5% |
| 4963.6 | 434 | 1.5% |
| 5023.5 | 122 | 0.4% |
| Value | Count | Frequency (%) |
| 4963.6 | 434 | 1.5% |
| 4991.6 | 539 | 1.9% |
| 5008.7 | 446 | 1.5% |
| 5017.5 | 754 | 2.6% |
| 5023.5 | 122 | 0.4% |
| 5076.2 | 1171 | 4.1% |
| 5099.1 | 5951 | |
| 5176.3 | 6 | < 0.1% |
| 5191 | 5407 | |
| 5195.8 | 2576 |
| Value | Count | Frequency (%) |
| 5228.1 | 11425 | |
| 5195.8 | 2576 | 8.9% |
| 5191 | 5407 | |
| 5176.3 | 6 | < 0.1% |
| 5099.1 | 5951 | |
| 5076.2 | 1171 | 4.1% |
| 5023.5 | 122 | 0.4% |
| 5017.5 | 754 | 2.6% |
| 5008.7 | 446 | 1.5% |
| 4991.6 | 539 | 1.9% |
| Value | Count | Frequency (%) |
| False | 25613 | |
| True | 3218 | 11.2% |
Interactions
Correlations
| age | campaign | cons.conf.idx | cons.price.idx | contact | day_of_week | default | duration | education | emp.var.rate | euribor3m | housing | job | loan | marital | month | nr.employed | pdays | poutcome | previous | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.007 | 0.119 | 0.043 | 0.100 | 0.025 | 0.145 | -0.001 | 0.116 | 0.040 | 0.050 | 0.000 | 0.249 | 0.002 | 0.262 | 0.097 | 0.040 | -0.009 | 0.111 | -0.009 | 0.176 |
| campaign | 0.007 | 1.000 | -0.006 | 0.098 | 0.064 | 0.015 | 0.018 | -0.081 | 0.010 | 0.159 | 0.143 | 0.024 | 0.000 | 0.025 | 0.000 | 0.049 | 0.148 | 0.057 | 0.047 | -0.089 | 0.053 |
| cons.conf.idx | 0.119 | -0.006 | 1.000 | 0.245 | 0.414 | 0.045 | 0.138 | -0.004 | 0.065 | 0.220 | 0.233 | 0.041 | 0.110 | 0.009 | 0.068 | 0.603 | 0.129 | -0.078 | 0.371 | -0.119 | 0.382 |
| cons.price.idx | 0.043 | 0.098 | 0.245 | 1.000 | 0.673 | 0.048 | 0.153 | 0.007 | 0.098 | 0.664 | 0.491 | 0.065 | 0.130 | 0.011 | 0.066 | 0.677 | 0.466 | 0.061 | 0.388 | -0.290 | 0.329 |
| contact | 0.100 | 0.064 | 0.414 | 0.673 | 1.000 | 0.055 | 0.133 | 0.027 | 0.116 | 0.458 | 0.465 | 0.078 | 0.125 | 0.019 | 0.063 | 0.605 | 0.500 | 0.114 | 0.240 | 0.239 | 0.141 |
| day_of_week | 0.025 | 0.015 | 0.045 | 0.048 | 0.055 | 1.000 | 0.016 | 0.005 | 0.019 | 0.035 | 0.137 | 0.015 | 0.015 | 0.000 | 0.008 | 0.066 | 0.045 | 0.005 | 0.019 | 0.008 | 0.018 |
| default | 0.145 | 0.018 | 0.138 | 0.153 | 0.133 | 0.016 | 1.000 | 0.000 | 0.171 | 0.156 | 0.159 | 0.010 | 0.158 | 0.003 | 0.093 | 0.111 | 0.140 | 0.079 | 0.075 | 0.074 | 0.097 |
| duration | -0.001 | -0.081 | -0.004 | 0.007 | 0.027 | 0.005 | 0.000 | 1.000 | 0.000 | -0.066 | -0.075 | 0.001 | 0.010 | 0.009 | 0.000 | 0.021 | -0.094 | -0.080 | 0.018 | 0.043 | 0.376 |
| education | 0.116 | 0.010 | 0.065 | 0.098 | 0.116 | 0.019 | 0.171 | 0.000 | 1.000 | 0.063 | 0.064 | 0.013 | 0.360 | 0.000 | 0.113 | 0.093 | 0.067 | 0.055 | 0.040 | 0.019 | 0.066 |
| emp.var.rate | 0.040 | 0.159 | 0.220 | 0.664 | 0.458 | 0.035 | 0.156 | -0.066 | 0.063 | 1.000 | 0.940 | 0.051 | 0.133 | 0.009 | 0.062 | 0.662 | 0.945 | 0.228 | 0.381 | -0.441 | 0.336 |
| euribor3m | 0.050 | 0.143 | 0.233 | 0.491 | 0.465 | 0.137 | 0.159 | -0.075 | 0.064 | 0.940 | 1.000 | 0.052 | 0.137 | 0.009 | 0.062 | 0.597 | 0.929 | 0.277 | 0.421 | -0.458 | 0.396 |
| housing | 0.000 | 0.024 | 0.041 | 0.065 | 0.078 | 0.015 | 0.010 | 0.001 | 0.013 | 0.051 | 0.052 | 1.000 | 0.012 | 0.708 | 0.013 | 0.049 | 0.041 | 0.000 | 0.015 | 0.014 | 0.000 |
| job | 0.249 | 0.000 | 0.110 | 0.130 | 0.125 | 0.015 | 0.158 | 0.010 | 0.360 | 0.133 | 0.137 | 0.012 | 1.000 | 0.012 | 0.182 | 0.108 | 0.135 | 0.136 | 0.096 | 0.056 | 0.152 |
| loan | 0.002 | 0.025 | 0.009 | 0.011 | 0.019 | 0.000 | 0.003 | 0.009 | 0.000 | 0.009 | 0.009 | 0.708 | 0.012 | 1.000 | 0.000 | 0.017 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 |
| marital | 0.262 | 0.000 | 0.068 | 0.066 | 0.063 | 0.008 | 0.093 | 0.000 | 0.113 | 0.062 | 0.062 | 0.013 | 0.182 | 0.000 | 1.000 | 0.050 | 0.067 | 0.042 | 0.035 | 0.026 | 0.053 |
| month | 0.097 | 0.049 | 0.603 | 0.677 | 0.605 | 0.066 | 0.111 | 0.021 | 0.093 | 0.662 | 0.597 | 0.049 | 0.108 | 0.017 | 0.050 | 1.000 | 0.604 | 0.241 | 0.246 | 0.139 | 0.273 |
| nr.employed | 0.040 | 0.148 | 0.129 | 0.466 | 0.500 | 0.045 | 0.140 | -0.094 | 0.067 | 0.945 | 0.929 | 0.041 | 0.135 | 0.008 | 0.067 | 0.604 | 1.000 | 0.289 | 0.415 | -0.443 | 0.407 |
| pdays | -0.009 | 0.057 | -0.078 | 0.061 | 0.114 | 0.005 | 0.079 | -0.080 | 0.055 | 0.228 | 0.277 | 0.000 | 0.136 | 0.000 | 0.042 | 0.241 | 0.289 | 1.000 | 0.954 | -0.504 | 0.320 |
| poutcome | 0.111 | 0.047 | 0.371 | 0.388 | 0.240 | 0.019 | 0.075 | 0.018 | 0.040 | 0.381 | 0.421 | 0.015 | 0.096 | 0.000 | 0.035 | 0.246 | 0.415 | 0.954 | 1.000 | 0.732 | 0.317 |
| previous | -0.009 | -0.089 | -0.119 | -0.290 | 0.239 | 0.008 | 0.074 | 0.043 | 0.019 | -0.441 | -0.458 | 0.014 | 0.056 | 0.000 | 0.026 | 0.139 | -0.443 | -0.504 | 0.732 | 1.000 | 0.236 |
| y | 0.176 | 0.053 | 0.382 | 0.329 | 0.141 | 0.018 | 0.097 | 0.376 | 0.066 | 0.336 | 0.396 | 0.000 | 0.152 | 0.000 | 0.053 | 0.273 | 0.407 | 0.320 | 0.317 | 0.236 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 35 | admin. | married | high.school | no | no | no | cellular | may | tue | 172 | 2 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.266 | 5099.1 | no |
| 1 | 57 | retired | married | basic.4y | no | yes | no | cellular | nov | wed | 295 | 1 | 3 | 2 | success | -3.4 | 92.649 | -30.1 | 0.716 | 5017.5 | no |
| 2 | 50 | services | married | high.school | no | yes | yes | cellular | may | fri | 44 | 1 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.250 | 5099.1 | no |
| 3 | 24 | services | single | professional.course | no | yes | no | cellular | jul | wed | 139 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no |
| 4 | 44 | blue-collar | married | basic.4y | unknown | yes | no | cellular | aug | thu | 283 | 3 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.963 | 5228.1 | no |
| 5 | 29 | admin. | married | university.degree | no | no | no | cellular | aug | thu | 111 | 5 | 999 | 0 | nonexistent | -2.9 | 92.201 | -31.4 | 0.873 | 5076.2 | no |
| 6 | 25 | blue-collar | single | basic.9y | no | no | yes | cellular | jul | thu | 151 | 2 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no |
| 7 | 54 | admin. | single | university.degree | no | yes | no | cellular | aug | wed | 104 | 9 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.965 | 5228.1 | no |
| 8 | 35 | admin. | single | university.degree | no | no | no | cellular | may | wed | 88 | 2 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.334 | 5099.1 | no |
| 9 | 38 | blue-collar | married | basic.4y | unknown | yes | no | cellular | jul | tue | 71 | 2 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.961 | 5228.1 | no |
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 28821 | 35 | management | married | university.degree | no | no | no | telephone | may | mon | 349 | 2 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 28822 | 46 | admin. | married | university.degree | no | no | no | cellular | aug | wed | 273 | 1 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.967 | 5228.1 | no |
| 28823 | 34 | technician | married | professional.course | no | no | yes | telephone | may | fri | 388 | 2 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.855 | 5191.0 | no |
| 28824 | 32 | unemployed | married | high.school | unknown | yes | no | cellular | jul | mon | 38 | 3 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no |
| 28825 | 26 | student | single | professional.course | no | yes | no | cellular | aug | tue | 176 | 2 | 999 | 1 | failure | -2.9 | 92.201 | -31.4 | 0.883 | 5076.2 | yes |
| 28826 | 31 | admin. | married | unknown | no | yes | no | cellular | may | wed | 7 | 11 | 999 | 1 | failure | -1.8 | 92.893 | -46.2 | 1.334 | 5099.1 | no |
| 28827 | 37 | unemployed | married | professional.course | no | no | no | cellular | nov | wed | 144 | 1 | 999 | 0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.120 | 5195.8 | no |
| 28828 | 48 | blue-collar | single | basic.4y | no | yes | no | cellular | may | tue | 1203 | 1 | 999 | 1 | failure | -1.8 | 92.893 | -46.2 | 1.291 | 5099.1 | yes |
| 28829 | 25 | technician | single | basic.9y | no | yes | no | cellular | may | fri | 14 | 4 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.250 | 5099.1 | no |
| 28830 | 27 | blue-collar | married | basic.4y | unknown | no | no | telephone | jun | wed | 72 | 3 | 999 | 0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.962 | 5228.1 | no |
Duplicate rows
Most frequently occurring
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24 | services | single | high.school | no | yes | no | cellular | apr | tue | 114 | 1 | 999 | 0 | nonexistent | -1.8 | 93.075 | -47.1 | 1.423 | 5099.1 | no | 2 |
| 1 | 32 | technician | single | professional.course | no | yes | no | cellular | jul | thu | 128 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.968 | 5228.1 | no | 2 |
| 2 | 35 | admin. | married | university.degree | no | yes | no | cellular | may | fri | 348 | 4 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.313 | 5099.1 | no | 2 |
| 3 | 39 | admin. | married | university.degree | no | no | no | cellular | nov | tue | 123 | 2 | 999 | 0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.153 | 5195.8 | no | 2 |
| 4 | 39 | blue-collar | married | basic.6y | no | no | no | telephone | may | thu | 124 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.855 | 5191.0 | no | 2 |
| 5 | 55 | services | married | high.school | unknown | no | no | cellular | aug | mon | 33 | 1 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.965 | 5228.1 | no | 2 |
| 6 | 71 | retired | single | university.degree | no | no | no | telephone | oct | tue | 120 | 1 | 999 | 0 | nonexistent | -3.4 | 92.431 | -26.9 | 0.742 | 5017.5 | no | 2 |